Artificial Intelligence Mathematics: The All in One Textbook

By Haneul Choi

Master the Mathematics Driving Today's AI Revolution

Whether you're a data-driven professional, graduate student, or ambitious self-learner, this comprehensive textbook propels you from foundational principles to cutting-edge theory-one carefully crafted lesson at a time.

Why You'll Love This BookComplete Coverage - 44 focused chapters span vector spaces, probability theory, information measures, optimization, learning theory, and reinforcement learning.500+ Practice Problems - Sharpen your intuition with a massive bank of exercises designed to mirror real-world AI challenges.Step-by-Step Solutions - Every problem includes a fully worked solution, turning frustration into "aha " moments and ensuring true mastery.Built for Self-Study - Clear explanations, logical progression, and concise notation let you learn at your pace-ideal for remote learners and busy professionals.Exam & Interview Ready - Solidify the mathematical fundamentals that top tech companies and graduate programs expect you to know cold.Future-Proof Skills - Gain the rigorous toolkit required for deep learning research, probabilistic modeling, and advanced reinforcement learning.Inside You'll DiscoverVector, matrix, and tensor algebra tailored to representation learningMeasure-theoretic probability and Bayesian inference for uncertainty modelingInformation-theoretic loss functions and divergence measures powering modern objectivesCapacity control via VC dimension, PAC-Bayes, and Rademacher complexityConvex and non-convex optimization theory behind gradient-based trainingRandom matrix insights into high-dimensional behaviorRegret bounds, bandit theory, and Bellman fixed points for sequential decision makingWho Should Read This Book?Machine learning engineers seeking deeper mathematical fluencyGraduate students preparing for qualifying examsResearchers bridging theory and practical model designData scientists transitioning from code-first to math-first understanding

Join thousands of learners who have transformed their AI careers by mastering the mathematics that matter. Equip yourself today and turn complex algorithms into crystal-clear logic you can explain, improve, and innovate upon.

• Format: Paperback
• Language: English
• ISBN: B0FJ5W59NN
• ISBN13: 9798292751038
• Release Date: July 2025
• Publisher: Independently Published
• Length: 516 Pages
• Weight: 1.50 lbs.
• Dimensions: 1.0" x 6.0" x 9.0"